{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "# author: Yabin Zheng\n",
    "# Email: sczhengyabin@hotmail.com\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import datetime\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = df_origin = pd.read_excel(\"./成都小区信息_20170323.xlsx\", sheetname=\"成交记录\")\n",
    "df_i = pd.read_excel(\"./成都小区信息_20170323.xlsx\", sheetname=\"小区信息\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 时间段设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = df_origin[df_origin['季度'] >= '2013Q1']\n",
    "# df = df_origin[df_origin['成交月份'] >= '2013.01']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 行政区域成交情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ss_district = df['区域'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d179421ba8>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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//gIuv3yNEwczs2nGSYMBMDg4WBKG04GlU3imNQwNHc7g4KCTBjOzacZJgzVYCizvdBBm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\n0zMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d179421198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ss_district.plot(kind=\"bar\", title=\"区域销量图\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 成交量与房屋量比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ss_district_trade_house_ratio = ss_district.copy()\n",
    "for district in ss_district.index:\n",
    "    ss_district_trade_house_ratio.set_value(label=district,\n",
    "                                            value=df_i[df_i['区域'] == district]['总户数'].sum())\n",
    "ss_district_trade_house_ratio = (ss_district / ss_district_trade_house_ratio.values).sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d10000bd68>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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99Pb27tAxOjs7mTRp0gBFZLZ9mkkapgG3R0QfQEQskXRwgzKHAbcUlhcCF+by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\npyFJkiRJklGRTkOSJEmSJKPif6d8JWDXaUWoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d1000db438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ss_district_trade_house_ratio.plot(kind='bar', title=\"区域成交房屋数量比\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 季度成交统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ss_season = df['季度'].value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d10055cef0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LKM+utSZJkppXW2hYTWY+QXE1RW01SZLULB9YJUmSKjE0SJKkSgwNkiSpEkODJEmqxNAg\nSZIqMTRIkqRKDA2SJKkSQ4MkSarE0CBJkioxNEiSpEoMDZIkqRJDgyRJqsTQIEmSKjE0SJKkSgwN\nkiSpEkODJEmqxNAgSZIqMTRIkqRKDA2SJKkSQ4MkSarE0CBJkioxNEiSpEouH/QKSNIwmJ+fp9Pp\n9LzcxMQEk5OT67BGUvMMDZJ0CfPz82zfPsXCwpM9L7t58xZOnjxhcFArGBok6RI6nU4ZGO4EpnpY\n8gQLC7fQ6XQMDWoFQ4MkVTYF7B70SkgDsy4nQkbE7RFxT9f7nRHxUEScjojbl8zbV02SJDWr9tAQ\nEbuAtwLvKN9vAu4FjgHXAzsiYu9aapIkqXm1hoaICOBXgPdn5qPl5JuBMeDWzDwF3AbsW2NNkiQ1\nrO4jDW8DdgKPRsRrI+IKYBfwYGYuAGTmcZ49k6jX2o6a11eSJFVUW2iIiKuAg8DDwNXAAeD3KY4W\nnFoy+2JEjPdRO1/WJElSw+q8euL1wBbgxsw8GxGXAZ8B3gJ8aMm8C+W855f5OavVnipr51ZaiQMH\nDjA+fnGumJmZYWZmpuIwJElqr6NHj3Lw4MGLpp07t+LH6kXqDA0vpPg64SxAZi5GxHFgO/BNS+Yd\nA54GzgDX9lDbWtZWdOjQIXbv9pIoSZKWs2fPHmZnZy+aNjc3x/T09CWXrfOchseAK5dMuxr4ceCG\nZyZExDZgE0UoONZnTZIkNazO0PBxissifzQiXhgR76A4mfFjwFjX5ZKzwP2ZmcADwNY+apIkqWG1\nfT2RmWci4mbgfcD7gc8Bb8jMv4qIfcDhiLgDWARuLJdZjIj9vdYkSVLzar2NdGZ+gq6vFLqmH4mI\na4Bpus57WEtNkiQ1q7FnT2TmE8B9ddYkSVJz1uXZE5IkqX0MDZIkqRJDgyRJqsTQIEmSKjE0SJKk\nShq7ekKS6jY/P0+n0+lpmYmJCSYnJ9dpjaR2MzRIGkrz8/Ns3z7FwsKTPS23efMWTp48YXCQ+mBo\nkDSUOp1OGRjuBKYqLnWChYVb6HQ6hgapD4YGSUNuCvDJtlITPBFSkiRVYmiQJEmVGBokSVIlhgZJ\nklSJoUGSJFViaJAkSZUYGiRJUiWGBkmSVImhQZIkVWJokCRJlRgaJElSJYYGSZJUiaFBkiRVYmiQ\nJEmVjMSjsefn5+l0Oj0vNzExweTk5DqskSRJw6f1oWF+fp7t26dYWHiy52U3b97CyZMnDA6SJDEC\noaHT6ZSB4U5gqoclT7CwcAudTsfQIEkSIxAanjUF7B70SkiSNLTW5UTIiLgvIt5c/v/OiHgoIk5H\nxO1L5uurJkmSmld7aIiINwHfW/7/JuBe4BhwPbAjIvaupSZJkgaj1tAQEc8D7gA+W056DTAG3JqZ\np4DbgH1l7eY+a5IkaQDqPqfhfcDHgCvL99cBD2bmAkBmHo+IZ85G3NVjbUfN6ypJknpQ25GGiHgV\ncBPwbiDKyWPAqSWzLkbEeB+182VNkiQNQC1HGiLiucAHgbdm5lcinskMnF9m9gVgSx+1p8raudXW\n5cCBA4yPP5stzp1bdXZJkkbK0aNHOXjw4EXTqn5W1vX1xHuAhzLzaNe0AM4A1y6Zdwx4uo/a1rK2\nqkOHDrF797OXVs7NzTE9PV1hCJIktd+ePXuYnZ29aFrVz8q6QsMMMBERZ8v3W4A3AI8Am56ZKSK2\nle/PUFwZsb+PmiRJGoC6zml4JbCT4sTH6ygul3wP8D3AWNflkrPA/ZmZwAPA1j5qkiRpAGo50pCZ\nj3e/j4gvAZ3MPBMR+4HDEXEHsAjcWC6z2E9NkiQNxrrcRjoz39L1/0ci4hpgmuIyyrNrrUmSpOY1\n8uyJzHwCuK/OmiRJata6PHtCkiS1j6FBkiRVMkKPxm6n+fl5Op1Oz8tNTEwwOTm5DmskSWorQ8MQ\nm5+fZ/v2KRYWnux52c2bt3Dy5AmDgySpMkPDEOt0OmVguBOYutTsXU6wsHALnU7H0CBJqszQ0ApT\nwO5LziVJ0lp4IqQkSarEIw3asPo5ydMTPCVp/RgaVFmTV2r0e5KnJ3hK0voxNKiSpq/U6O8kT0/w\nlKT1ZGhQJYO7UsOTPCVpozA0qEd+iEvSqPLqCUmSVIlHGtaBZ/1LktrI0FAzz/qXJLWVoaFmnvUv\nSWorQ8O68YRBbQw+CVVSXQwNUov5JFRJdTI0SLT3X+M+CVVSnQwNGnmj8a9xvy6TtHaGBo08/zUu\nSdUYGqQL/Nf4WrX1ax5JBUODNABtvAHYaHzNI402Q4PUsLbeAMyveaT2MzRIDWv/DcD8mkdqK0OD\nNDB+uEoaLj7lUpIkVVJbaIiI10XEX0TE1yJiLiK2l9N3RsRDEXE6Im5fskxfNUmS1LxaQkNEXAN8\nCHg38ALgz4Ffi4hNwBHgGHA9sCMi9pbLbALu7bUmSZIGo64jDVPAT2bm3Zn5eeCXgZcBrwG2Ardm\n5ingNmBfuczNwFgfNUmSNAC1nAiZmR9fMmk7xdGG64AHM3OhnO94RDxzuviuHms76lhXSZLUn9pP\nhIyIK4BbgQ9SHC04tWSWxYgY76N2vqxJkqQBWI9LLn8W+DLwa8B7l6kvAFuA8z3Wnipr51ZrfuDA\nAcbHn80W586tOrskSSPl6NGjHDx48KJpVT8raw0NEXET8DbgFZm5GBFngGuXzDYGPA30Wtta1lZ1\n6NAhdu9+9tr3ubk5pqenexmGJEmttWfPHmZnZy+aVvWzss5LLrcBHwXenpkny8nHgBuWzLOJIhT0\nW5MkSQNQ1yWXm4HfBH4DuCciroqIq4DfA7Z2XS45C9yfmQk80GdNkiQNQF1fT7waeGn52g8EkMC2\n8v3hiLgDWARuBCi/vui5JkmSBqOuSy7vBS5boTxf3vxpmuIyyrNdyx3ppyZJkprXyAOrMvMJ4L46\na5IkqVk+sEqSJFViaJAkSZUYGiRJUiWGBkmSVImhQZIkVWJokCRJlRgaJElSJYYGSZJUiaFBkiRV\nYmiQJEmVGBokSVIlhgZJklSJoUGSJFViaJAkSZUYGiRJUiWGBkmSVImhQZIkVWJokCRJlRgaJElS\nJYYGSZJUiaFBkiRVYmiQJEmVGBokSVIlhgZJklSJoUGSJFViaJAkSZUYGjjc4n5t7dV0v7b2arpf\nW3s13a+tvZru59j6saFDQ0TsjIiHIuJ0RNy+Pl38gzN8vZru19ZeTfdra6+m+7W1V9P9HFs/Nmxo\niIhNwL3AMeB6YEdE7B3sWkmSNLo2bGgAbgbGgFsz8xRwG7BvsKskSdLo2sihYRfwYGYuAGTmcWDH\nYFdJkqTRdfmgV2AVY8CpJdPOR8R4Zp5bZv7NACdOnLho4rPvfws4wd/2GHDXMtNPLVm+mv76Ndmr\nv35ux6bGthG2Y3/93I5ux7X1qrffxtqOK/XbONuxa9rm1XpHZlZczWZFxM8Dl2fmu7qmzQOvyMzP\nLTP/D7H8VpIkSdW8KTM/ulJxIx9pOANcu2TaVuDpFeb/beBNwCPAwvqtliRJrbMZeBHFZ+mKNvKR\nhlcBv5qZ316+3wb8MfANuVFXWpKkFtvIJ0I+AGztusxyFrjfwCBJ0mBs2CMNABHxWoq7VHwVWARu\nzMzPDnatJEkaTRs6NABExDcD0xSXX54d9PpIkjSqNnxokCRJG8NGPqdBQyYi3h0RY4NeD/XG/TZ8\n3GfDqQ37bSNfcjnUIuLvAncALwP+HPjlzPzfXfWrgC9m5mU19PpHwM8Bzwc+Bvxb4OeBt1CcC/Lf\ngXc9c3fNNfb6nlXK/wZ4JCL+OjMfWGuvprV1n5X9Wrnfmtxn5c/zd60G/q4N534Dv55YNxHxfymO\n5HwY2A78GPD7wFsys1P+UnwpM9d0tCcitgB/CXwAmAP+BfAtZfmdwNeA9wCnMvOta+lV9jtOcf+M\nR4BHgegqvxL4I+CrmXnTWns1ra37rOzZyv3W1D4re/m7VhN/14ZzvwGQmSPxAk5TpMqVXl8HFmvs\n9zTwgq7330hxJcjjwHcDV9XRD/iHwB93vb8KOAd8d9e0FwGnaxrX5RQPDzsD/CvK4FnWzgKTw7rf\n2rrPmt5vbdxng9hv/q75u7aR9tmFnnX+sI38Al4CnAR+Arh6pVeN/R4HXrXM9L3AFyjuO1HHL8U3\nl38Q/17XtNcAz+l6/zrg4Zq357cDv0vx6PKd5bT1+Iussf3W9n3W1H5r4z4b5H7zd2349llT+63J\nfXahZ90baiO/gGso7ipZ60ZcodePAp8DfmCZ2vXlL01df5n9ePnzvn+Z2k8AXwTeuE7j/JFynD9X\n/rLX+hdZk/ttVPZZE/utjfts0PvN37Xh22dN7LcmP9cy03Ma1lNEvBJ4SWZ+ZJnaN1P8Qf1ATb1e\nDDw3M/90yfR/BpzMzE/X0WeF3hPAvwdmgBdl5vx69Vpvo7LPyj6t2G9N7rPyZ/q7VgN/14bTyIWG\niPg2YAfwvHLSF4A/Xa+d2GS/tvZqul9bezXdr629mu7n2IavV9P9Gh1bE4czNsILmAR+j+LEkHPA\nfPn6EsUJI/8P+CzFrarr7Le43v0G1GvpdvziOm/Hdd9vbd1nTe+3tu6zAf4Z8XdtSHo1vd+a3GcX\netb1gzb6i+KElP8JfFvXtKC47OYs0Ck37mXD1q+tvdo8Nrfj8PVybMM5NrdjfWPLHKFzGiLiq8BU\nZj6yZPobgQQ+QfHd1pXD1q+tvZru19ZeTfdra6+m+zm24evVdL+mxwaM1JGG48DPrFL/WeDTw9iv\nrb3aPDa34/D1cmzDOTa3Y31jyxytIw2vBO6h+N7nePlfKE4c2QVcSXH5zx8OW7+29mq6X1t7Nd2v\nrb2a7ufYhq9X0/2aHhuM2NUTETEO/ACwk2fPMj1NsbF/MzO/NKz92tqr6X5t7dV0v7LXa4HvaFOv\npvs5tuHr1XS/xv8eGaXQsJwonjj29cz8ctv6tbVXV89fBN6TmWfstbH7RcQ3UNzz/y+zpgcDbYRe\nTfdruNdm4IeBFwN/BdydmY/ba+P0i4g3Aw/kknMa1tPIhIaIeD3FU9W+keJJZ+8Efg34QYoTRn4b\n2JuZp4etX1t7lf3evEr5P1I8bKaTmf/FXhujX0T8GfCyzPxKRHwr8KvAP6F4QNHXgV8H/mVmfnWY\nejXdr+mxLel9BcWlfFuBz1DcjngX8IbM/C17bYx+EfF14PPA/wLem5l/udafeSlrfvLbMIiIvwN8\nBDhI8ZSxBE5Q3Jf8JRQPLOkAvzRs/draq8tM2fOngBuBV3W9rgC+q5xur43T7yXAM480/k8U14tf\nA2wBXk3xZ+e9Q9ir6X6Nji0i7omIq8u3e4AngV2Z+cbM/C7gX1Pc1dBeG6gfsJvi3gzHIuI3ImJP\nRNTyKPhl1XlW5UZ9AS+n6wxSir8kOxQp/plp3wp8Ydj6tbXXkr5vorh3+y8BV3VNX4+H9rSyV5P9\nKD7ctpb//yTw4iX1VwOfH7ZeIzC22ylOpPsZ4J+z5Kx84IXAl+21cfpRHHEaK///uRTPufjD8u/l\nj5T9/35dY8vM0TjSQPEUsMmIuBYgM78G3JSZn+qaZw/w2BD2a2uvCzLzLopbpF4J/ElE7Knz549C\nr4b7BXBDRGyh+A73+Uvq5ykeHzxsvZru1+jYMvMnKR5LvQf4D8APRsTzumb5PoqT6+y1cfpdOL8g\nM5/KzA9n5iuA76T4+/pHgE/X1OtCo5F4AW8AngBmlqn9AsW9uv/xMPZra68V+r+q/GX4rxS3Za39\nX+Rt77Xe/YAPAH9Q/ln4IvBQV20G+AuK71+Hqlfbx9b1swN4e/l7/mXg/nI9zgLfZa+N04+uIw2r\nzLO5znGNzImQcOEM/7HMfGzJ9O8B/iwz/3pY+7W11wr9n0tx4t4M8Mpc3zOfW9mriX7l96rfAezI\nzI+W036B4iuuu4a1V9P9mh5bV9+rgNdTHE5/DPh4rtMVNm3ttd79ImIvcFdmnq/j51XqOUqhQZIk\n9W9UzmmQJElrVOcJQhtaRExWmS9rev54k/3a2qvpfm3t1XS/tvZqup9jG75eTfdremwwQl9PRMTD\nFDfWgOIEleVkZtZyfWuT/draq+l+be3VdL+29mq6n2Mbvl5N92t6bDBaX0+8HHgIeGdmPmeFV503\nxGiyX1s2Zhd+AAACvUlEQVR7Nd2vrb2a7tfWXk33c2zD16vpfk2PbXQuucziiMoE8DvA1W3r19Ze\nbR6b23H4ejk2e220fk2PbWS+npAkSWszMidCLhXF40S3AE8DZ3Kd01OT/draq+l+be3VdL+29mq6\nn2Mbvl5N92ukVxOHMzbKC9hL8cSx08DfUDzk4yzwFeAe4KXD2q+tvdo8Nrfj8PVybMM5NrdjjWOr\n84dt5BfFQ0SOUDxtbGltG8VT5P4aeN6w9WtrrzaPze04fL0c23COze1Y39gyRys0nAa2XWKezwOv\nGbZ+be3V5rG5HYevl2MbzrG5HesbW+boPOUSioe7vCsiNi9XLO/hfSXwySHs19ZeTfdra6+m+7W1\nV9P9HNvw9Wq6X9NjG52rJyJiJ8VhnK3Ag8Ap4Cngm4Abyun7M/PIsPVra6+m+7W1V9P92tqr6X6O\nbfh6Nd2v6bHBCIUGgIjYBLwGuA4Yo3ge/RngGMWJJC/IOm+32WC/tvZqul9bezXdr629mu7n2Iav\nV9P9mh5bLd9xDMML2F5uwC8DnwJ+DLisq34VsDiM/draq81jczsOXy/HNpxjczvWN7bM0Tqn4TDw\nOPD9wAeBW4FjEbG9a56V7t290fu1tVfT/draq+l+be3VdD/HNny9mu7X9NhG6kjD14Bv6np/BfDv\ngC8AP0T9abOxfm3t1eaxuR2Hr5djG86xuR3rPdJQ2w/a6C+Ks0xfv8z0myiuY/1gzX9wGuvX1l5t\nHpvbcfh6ObbhHJvb0dDQ78Z9HcU1rfuWqW0D/qTmPziN9WtrrzaPze04fL0c23COze1oaFjLBr4G\n+L4VapuBHxjWfm3t1eaxuR2Hr5djG86xuR3rG9tIXXIpSZL6N0pXT0iSpDUwNEiSpEoMDZIkqRJD\ngyRJqsTQIEmSKjE0SJKkSgwNkiSpEkODJEmq5P8DvOsr/5Cmco8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d176762b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ss_season.plot(kind=\"bar\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 月销量直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ss_month = df[df['成交月份'].astype(str) >= \"2015.01\"]['成交月份'].value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d176aba940>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OdpW/JEnNdhew9PPy1KlVP1aX6KswAEgp/XlEvA74GPCTwK5lq0wAjwMngIt6aNtatq3q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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d1000d5978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ss_month.plot(kind=\"bar\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 销量同比增速"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "count_districts = len(ss_district)\n",
    "count_seasons = len(ss_season)\n",
    "df_district_season = pd.DataFrame(columns=ss_district.index.astype(str))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "for season in ss_season.index:\n",
    "    ss_district_season = df[df['季度'] == season]['区域'].value_counts().sort_index()\n",
    "    ss_district_season.name = season\n",
    "    df_district_season = df_district_season.append(ss_district_season)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df_district_season_acc = df_district_season.drop([\"2013Q1\", \"2013Q2\", \"2013Q3\", \"2013Q4\"], axis=0)\n",
    "for i in range(0, len(df_district_season) - 4):\n",
    "    df_district_season_acc.ix[i] = 100 * (df_district_season.ix[i+4] / df_district_season.ix[i] - 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1d178d8fa90>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VKyEzE/oHd0TQbs8kPv48lKpy2XlQlSYP9+drvCosbQpxtHbu3ElaWhper5fu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\nO57MjNF8kMwk4B6BaGnGfd8tLL53OI5gB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7p34LrTSyQSBAIBSktLd7s8GAwyYcKEPvPu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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d178d8b2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_district_season_acc.plot().legend(loc='center left', bbox_to_anchor=(1, 0.5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 热门小区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ss_xiaoqu = df['小区名称'].value_counts()[:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d1786ffb38>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ESkbBX0REpGQU/EVEREpGwV9ERKRkFPxFRERKRsFfRESkZBT8RURESkbBX0REpGQU/EVE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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d1786e9710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ss_xiaoqu.plot(kind=\"bar\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 保存新的excel\n",
    "**注意，只会生成一个sheet，因此先保存成不一样的文件，再手工拷贝过去**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "writer = pd.ExcelWriter(\"./成都小区信息_new.xlsx\")\n",
    "df.to_excel(writer, \"成交记录\")\n",
    "writer.save()"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
